LAG3 and hepatocellular carcinoma: In this study, the pre-treatment protein expression levels of CD8, PD-L1, LAG-3, and STAT-1 proteins within the HCC tumor microenvironment were determined using multiplex immunohistochemistry/immunofluorescence (mIHC/IF).